In Search of Intelligent Genes: The Cartesian Genetic Programming Computational Neuron (CGPCN)
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- @InProceedings{Khan:2009:cec,
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author = "Gul Muhammad Khan and Julian F. Miller and
David Halliday",
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title = "In Search of Intelligent Genes: The Cartesian Genetic
Programming Computational Neuron (CGPCN)",
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booktitle = "2009 IEEE Congress on Evolutionary Computation",
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year = "2009",
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editor = "Andy Tyrrell",
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pages = "574--581",
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address = "Trondheim, Norway",
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month = "18-21 " # may,
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organization = "IEEE Computational Intelligence Society",
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publisher = "IEEE Press",
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isbn13 = "978-1-4244-2959-2",
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file = "P138.pdf",
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DOI = "doi:10.1109/CEC.2009.4982997",
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abstract = "Biological neurons are extremely complex cells whose
morphology grows and changes in response to the
external environment. Yet, artificial neural networks
(ANNs) have represented neurons as simple computational
devices. It has been evident for a long time that ANNs
have learning abilities that are insignificant compared
with some of the simplest biological brains. We argue
that we understand enough neuroscience to create much
more sophisticated models. In this paper, we report on
our attempts to do this.We identify and evolve seven
programs that together represents a neuron which grows
post evolution into a complete 'neurological' system.
The network that occurs by running the programs has a
highly dynamic morphology in which neurons grow, and
die, and neurite branches together with synaptic
connections form and change. We have evaluated the
capability of these networks for playing the game of
checkers. Our method has no board evaluation function,
no explicit learning rules and no human expertise at
playing checkers is used. The learning abilities of
these networks are encoded at a genetic level rather
than at the phenotype level of neural connections.",
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keywords = "genetic algorithms, genetic programming, cartesian
genetic programming",
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notes = "CEC 2009 - A joint meeting of the IEEE, the EPS and
the IET. IEEE Catalog Number: CFP09ICE-CDR",
- }
Genetic Programming entries for
Gul Muhammad Khan
Julian F Miller
David M Halliday
Citations